Unlocking Justice

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A01=Chad M. Topaz
Algorithms
Analysis
Author_Chad M. Topaz
Bail
Biases
Blasio
Broward
Browder
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Census
Confinement
County
Crime
Criminal
Criminal sentencing
Crucial
Data
Dataset
Detention
Discretion
Disparities
Disparity
Diversity
Diversity statements
Education
eq_bestseller
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Equity
Evidence
Faculty
Federal
Government
Guideline
Hispanic
Hispanic latine
History
Incarcerated individuals
Incarceration
Jail
Jude
Judges
Judicial
Justice
Latine
Law enforcement
Legal
Manafort
Mathematicians
Minoritized residents
Misconduct
Offense
Offenses
Organizations
Police
Population
Power
Practices
Pretrial
Pretrial detention
Professional
Quantcrit
Quantitative
Quantitative reasoning
Racial
Racial bias
Racial disparities
Racial groups
Recidivism
Regression
Residents
Rikers
Rikers island
Sentencing decisions
Statistical
Statistics
Supreme
Supreme court
Systemic
Trial
Unique
Ussc data
Williamstown
Winnetka

Product details

  • ISBN 9780691276151
  • Dimensions: 140 x 216mm
  • Publication Date: 02 Jun 2026
  • Publisher: Princeton University Press
  • Publication City/Country: US
  • Product Form: Hardback
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How we can challenge social injustice—with data and humanity

The American legal system does not offer equal justice to all; we can see obvious racial disparities in sentencing, policing, and incarceration. In Unlocking Justice, Chad Topaz offers a concrete way forward, demonstrating how a candid dialogue between social justice and data science can empower communities, spark informed debate, and inspire advocacy. In addition to big ideas, Topaz brings the receipts—the data. Drawing on unedited police call logs, chaotic city websites, fragmented judicial records, and other overlooked sources, Topaz explains how social forces shape the data we collect, influencing whose voices are heard and whose remain unheard. From a rural New England town plagued by police misconduct to New York’s notorious Rikers Island jail, the stories Topaz tells demonstrate how numbers can expose injustice—and how data can underpin activism.

Topaz shows readers how to interpret data in context and question underlying assumptions, providing even those who might be math-averse with practical tools to challenge inequities. He takes readers through his own data science activism, including an examination of public judicial data that revealed the identities of judges who imposed excessive bail; a data-driven investigation of racial disparities in policing, prompted by a police station’s openly displayed portrait of Hitler; and an analysis of Florida’s controversial risk algorithm, COMPAS, for racial bias. The book’s “Show Your Work” companion website connects readers to data sources and the studies behind the stories. When we are armed with the facts and the numbers, Topaz assures us, we can all be effective advocates for transparency, accountability, and justice.

Chad M. Topaz is professor of complex systems at Williams College and cofounder of the QSIDE Institute, which uses data science to promote equity and justice. An award-winning educator and researcher recognized by the National Academy of Sciences, the Association for Women in Mathematics, and the Society for Industrial and Applied Mathematics, he has written numerous studies at the intersection of data science, social justice, and public policy. His opinion pieces have appeared in The Chicago Tribune, The New York Daily News, The Philadelphia Inquirer, Inside Higher Ed, and other publications.

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